Jun S. Liu

Scalable Uncertainty Quantification via GenerativeBootstrap Sampler

2020 · arXiv (Cornell University)

It has been believed that the virtue of using statistical procedures is on uncertainty quantification in statistical decisions, and the bootstrap method has been commonly used for this purpose. However, nowadays as the size of …

Neural Gaussian Mirror for Controlled Feature Selection in Neural Networks

2020 · arXiv (Cornell University)

Deep neural networks (DNNs) have become increasingly popular and achieved outstanding performance in predictive tasks. However, the DNN framework itself cannot inform the user which features are more or less relevant for making the prediction, …